A premade avatar is not your twin
A premade avatar is a stock roster face. A digital twin is a consented likeness file of a real person. They are not interchangeable presenters.
7 min read
A saved workflow is not a template
A saved workflow stores scenes, assets, and model so you can re-run a new plot. A one-tap template has no scene graph to edit.
6 min read
Seeding product is not paid usage
Product seeding is sending free goods hoping for a post. Paid usage is a licence to run the file as an ad. Gifting does not buy the MP4.
6 min read
Spark Ads vs a dark post
Spark Ads spend behind a live public post and keep its comments. A dark post is unpublished, starts at zero, and never hits the page.
7 min read
Whitelisting is not a Spark code
Whitelisting authorizes a handle. A Spark code authorizes one post for a window. Neither is a usage licence for the MP4.
7 min read
Kling Lipsync 7cr vs VEED Lipsync 4cr
Kling Lipsync is 7 credits at 4K. VEED Lipsync is 4 credits with no listed ceiling. Pay 7 for 4K; pay 4 when it is not.
8 min read
Lucy Restyle vs Omni Flash Edit
Lucy Restyle is 1 credit, 720p look change. Omni Flash Edit is 13 credits, conversational edit. Restyle the look; edit the take.
7 min read
Cosmos 3 Super is a stills row
Cosmos 3 Super is NVIDIA's 4-credit text-to-image still. Empty duration list. Lock the plate, then pick a motion model.
6 min read
Flux Kontext is an edit, not T2I
Flux Kontext is a 4-credit 4K edit-image row. It requires a still. Flux 2 Max is the T2I cousin. Do not open Kontext blank.
6 min read
GPT Image 1.5 vs GPT Image 2
GPT Image 1.5 is 2 credits with edit paths. GPT Image 2 T2I is 4 credits and 4K generate-only. Pick the contract.
7 min read
HiDream O1 generate vs edit
HiDream O1 Image is 1-credit generate up to 2K. HiDream O1 Image Edit is 1-credit instruction on a supplied still.
6 min read
Higgsfield is 23 credits for a still
Higgsfield on this catalog is a 23-credit 4K still. It is not the Higgsfield video app and it has no duration menu.
6 min read
Kling Image O1 is an edit row
Kling Image O1 is a 3-credit image-to-image editor. It is not Kling video. It needs a still; it will not invent a clip.
6 min read
Kling Image 3.0 is 3 credits
Kling Image 3.0 is a 3-credit text-to-image still. The slug is kling-v3-text-to-image. It is not Kling O3 video.
6 min read
Leonardo Lucid Origin is 4 credits
Leonardo Lucid Origin is a 4-credit 4K text-to-image still. It is not Leonardo video. Pick it for brand stills, then I2V.
7 min read
LongCat Edit vs Qwen image edit
LongCat Edit is 15 credits for long-context stills edits. Qwen Image Edit is 3 credits and 4K. Pay 15 only if the brief is long.
6 min read
Mai Image 2.5 Edit is not video
Mai Image 2.5 Edit is a 5-credit Microsoft stills editor. It is not a video row. Lock the pixels, then animate.
6 min read
Pruna image edit is 1 credit
Pruna Image Edit is a 1-credit 4K instruction editor. Use it to retouch a locked still, not to invent a clip.
7 min read
Recraft V4 vs Recraft 4.1
Recraft V4 is 5 credits of design and type punch. Recraft 4.1 T2I is 4 credits of style control. Same family, different sticker.
7 min read
Riverflow 2.0 is a stills row
Riverflow 2.0 Pro is a 14-credit text-to-image still. The slug is riverflow-2.0-pro. It does not move.
6 min read
Seedream 4.5 vs 5.0 Pro stills
Seedream 4.5 is 4 credits with edit paths and 4K. Seedream 5.0 Pro is 7 credits, generate-only, 14-language type.
7 min read
Wan 2.7 Pro Edit is an image row
Wan 2.7 Pro Edit is an 8-credit image editor. Wan 2.7 Video Edit is the 18-credit clip editor. Do not swap the slugs.
6 min read
Z-Image Turbo is 1 credit 4K
Z-Image Turbo is a 1-credit 4K text-to-image draft row. This page is the meter and the ceiling, not a censorship FAQ.
7 min read
AVD is not the same as watch time
AVD is mean minutes per view. Watch time is the total. Raising the mean by cutting the file can still destroy hours.
6 min read